{"id":"W2905549479","doi":"10.1017/9781108557122.012","title":"ABS: Big Data, Data Sovereignty and Digitization","year":2018,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Big Data and Digital Economy","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Digitization; Data science; Indigenous; Big data; Sophistication; Computer science; Telecommunications; Sociology; Social science; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.0001136894,0.0002971165,0.000283435,0.0001304344,0.000163981,0.0004895902,0.004568635,0.0002337698,0.000005204205],"category_scores_gemma":[0.00001188863,0.0003486783,0.00003283612,0.00001042942,0.0002941917,0.001976028,0.0109477,0.0001919108,0.00004784216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005187338,"about_ca_system_score_gemma":0.0001341083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006108495,"about_ca_topic_score_gemma":0.000005596944,"domain_scores_codex":[0.9981313,0.000009568817,0.0001777084,0.0012557,0.0001914845,0.0002342352],"domain_scores_gemma":[0.9951639,0.00005875536,0.0002078244,0.004278321,0.00009537667,0.0001958536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008688699,0.000005304564,0.000001199441,0.00003491848,0.00005234732,0.00006220426,0.00001086093,7.988142e-8,4.879976e-7,0.8836431,0.09003257,0.02614826],"study_design_scores_gemma":[0.0002971296,0.00002823921,0.000007895534,0.00008497386,0.00005343391,0.0000234925,0.000005232851,0.00215897,0.00001383203,0.0009001305,0.996026,0.0004006153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005917848,0.0001266035,0.04213021,0.00001521856,0.0003587641,0.000205262,0.006297499,0.0001542651,0.9507062],"genre_scores_gemma":[0.000574163,0.0001606749,0.0009679804,0.0001627134,0.0003388818,1.523362e-7,0.004077335,0.00002500914,0.9936931],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9059935,"threshold_uncertainty_score":0.9998965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082802384379621,"score_gpt":0.2185100494068268,"score_spread":0.1102298109688647,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}